METRIXLAB

Author

Joseph H

1 Intoduction

Hello, I’m Joseph from Morocco.

Inspired by Hans Rosling’s TED Talk, I taught myself data scraping, analysis, and visualization.
This non-academic approach has given me a unique perspective, as reflected in my projects—though it also means I may require a thorough onboarding process to align with team standards.

I’m open to starting as an intern, either full-time or part-time. Regarding time zones, I’m in UTC+1, but I’m flexible and can adjust my schedule to accommodate the team’s needs.

Feel free to reach me at joseph.ergo@proton.me, and to visit my website for more projects josephelhaddad.github.io.

This custom report, generated from processing 1.4 TB of public data locally, aims to explore the workforce dynamics of a company—up to 2020.
Essentially, I am doing research on a company that does research.

2 About the project

The project came to life after realizing that web scraping doesn’t allow deep-level filtering—without consuming too much time.The irony is, this project itself took me about a month, but the final RDB contains more data than I could ever scrape.

The raw data was 1.4 TB in size and holds information previously scraped.
Processing was done on my local machine using Python, Polars, and DuckDB, following this workflow:
- Processed raw data into structured Parquet files using Polars.
- Transformed each Parquet file into mini RDBs using Polars.
- Merged all mini RDBs into one using DuckDB.
- Analyzed and filtered data to fit the current project.

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3 EDA

3.1 market research indestry’s yearly new recruit count

3.2 metrixlab’s workforce status over the years

4 Workforce sample

4.1 Alan Distassio

Job title: Research team leader - product innovation
Associated: True
Socials: https://linkedin.com/in/alandistassio

4.1.1 Alan Distassio’s working period at metrixlab

4.1.2 Gantt plot of Alan Distassio’s experience


4.2 Alexander Kleijngeld

Job title: Senior director, solution consultancy
Associated: True
Socials: https://linkedin.com/in/alexander-kleijngeld-67a22b1 | https://linkedin.com/in/alexanderkleijngeld

4.2.1 Alexander Kleijngeld’s working period at metrixlab

4.2.2 Gantt plot of Alexander Kleijngeld’s experience


4.3 Anna Frano

Job title: Senior vice president, client partner
Associated: True
Socials: https://linkedin.com/in/anna-frano-aa58363 | https://linkedin.com/in/anna-unger-frano-aa58363

4.3.1 Anna Frano’s working period at metrixlab

4.3.2 Gantt plot of Anna Frano’s experience


4.4 Anthony Yuen

Job title: Associate director - team lead
Associated: True
Socials: https://linkedin.com/in/yuenanthony

4.4.1 Anthony Yuen’s working period at metrixlab

4.4.2 Gantt plot of Anthony Yuen’s experience


4.5 Arne Luteijn

Job title: Senior research manager | teamlead brand engagement
Associated: True
Socials: https://linkedin.com/in/arneluteijn

4.5.1 Arne Luteijn’s working period at metrixlab

4.5.2 Gantt plot of Arne Luteijn’s experience


4.6 Ashish Ubriani

Job title: Senior project manager
Associated: True
Socials: https://facebook.com/ashish.ubriani | https://linkedin.com/in/ashish-ubriani-33a77414

4.6.1 Ashish Ubriani’s working period at metrixlab

4.6.2 Gantt plot of Ashish Ubriani’s experience


4.7 Barbara Du Perron

Job title: Director, global knowledge innovation consulting
Associated: True
Socials: https://facebook.com/barbara.duperron | https://linkedin.com/in/barbara-du-perron-1b0ba32

4.7.1 Barbara Du Perron’s working period at metrixlab

4.7.2 Gantt plot of Barbara Du Perron’s experience


4.8 Benjamin Piper

Job title: Vice president
Associated: True
Socials: https://twitter.com/benjamincpiper | https://linkedin.com/in/benjamin-piper-1b965 | https://klout.com/benjamincpiper | https://facebook.com/ben.piper.3538 | https://linkedin.com/in/benjamincpiper

4.8.1 Benjamin Piper’s working period at metrixlab

4.8.2 Gantt plot of Benjamin Piper’s experience


4.9 Bharath Marikanti

Job title: Junior analyst
Associated: True
Socials: https://linkedin.com/in/bharath-reddy-marikanti-3b4aa93b

4.9.1 Bharath Marikanti’s working period at metrixlab

4.9.2 Gantt plot of Bharath Marikanti’s experience


4.10 Biswaroop Chatterjee

Job title: Director
Associated: True
Socials: https://linkedin.com/in/biswaroop-chatterjee-b67a4028

4.10.1 Biswaroop Chatterjee’s working period at metrixlab

4.10.2 Gantt plot of Biswaroop Chatterjee’s experience


4.11 Campbell Fitch

Job title: Global human resources director
Associated: False
Socials: https://linkedin.com/in/campbell-fitch-9512446

4.11.1 Campbell Fitch’s working period at metrixlab

4.11.2 Gantt plot of Campbell Fitch’s experience


4.12 Chems-Eddine Makhtout

Job title: Financial controller - ad int
Associated: True
Socials: https://linkedin.com/in/chemseddine

4.12.1 Chems-Eddine Makhtout’s working period at metrixlab

4.12.2 Gantt plot of Chems-Eddine Makhtout’s experience


4.13 Chuck Sakany

Job title: Client development, vice president
Associated: True
Socials: https://linkedin.com/in/chuck-sakany-1a256a8 | https://facebook.com/csakany

4.13.1 Chuck Sakany’s working period at metrixlab

4.13.2 Gantt plot of Chuck Sakany’s experience


4.14 Dan Campbell

Job title: Vp, brand engagement and innovation solutions
Associated: False
Socials: https://linkedin.com/in/dan-campbell-49610a | https://angel.co/dan-campbell-2 | https://twitter.com/dsoupbone | https://linkedin.com/in/dancampbellny | https://linkedin.com/in/dancampbelladmeasurement | https://facebook.com/daniel.r.campbell | https://linkedin.com/in/dcampbellbrandresearch

4.14.1 Dan Campbell’s working period at metrixlab

4.14.2 Gantt plot of Dan Campbell’s experience


4.15 Dan Kent-Smith

Job title: Client director
Associated: True
Socials: https://linkedin.com/in/dankentsmith | https://linkedin.com/in/dan-kent-smith-a8352512

4.15.1 Dan Kent-Smith’s working period at metrixlab

4.15.2 Gantt plot of Dan Kent-Smith’s experience


4.16 Emanuele Carioti

Job title: Opinionista opionionbar.com - metrixlab nederland b v
Associated: False
Socials: https://linkedin.com/in/emanuele-carioti-61333718 | https://facebook.com/emanuelecarioti | https://twitter.com/emanuelecarioti

4.16.1 Emanuele Carioti’s working period at metrixlab

4.16.2 Gantt plot of Emanuele Carioti’s experience


4.17 Erika Roman

Job title: Senior research manager
Associated: True
Socials: https://linkedin.com/in/erikaroman

4.17.1 Erika Roman’s working period at metrixlab

4.17.2 Gantt plot of Erika Roman’s experience


4.18 Esther Heuvelman

Job title: Director methods and process
Associated: True
Socials: https://linkedin.com/in/esther-heuvelman-38b8907

4.18.1 Esther Heuvelman’s working period at metrixlab

4.18.2 Gantt plot of Esther Heuvelman’s experience


4.19 Eva Van Dueren Den Hollander

Job title: Stagiair
Associated: True
Socials: https://linkedin.com/in/eva-van-dueren-den-hollander-8066b1151

4.19.1 Eva Van Dueren Den Hollander’s working period at metrixlab

4.19.2 Gantt plot of Eva Van Dueren Den Hollander’s experience


4.20 Gayatri Srikant

Job title: Managing director
Associated: True
Socials: https://facebook.com/gayatri.srikant | https://linkedin.com/in/gayatri-srikant-89658a20

4.20.1 Gayatri Srikant’s working period at metrixlab

4.20.2 Gantt plot of Gayatri Srikant’s experience


4.21 Gina Eckardt

Job title: Senior qualitative research manager
Associated: True
Socials: https://linkedin.com/in/gina-eckardt-5a253813

4.21.1 Gina Eckardt’s working period at metrixlab

4.21.2 Gantt plot of Gina Eckardt’s experience


4.22 Goutham Goli

Job title: ****
Associated: True
Socials: https://linkedin.com/in/goutham-goli-6a6616141

4.22.1 Goutham Goli’s working period at metrixlab

4.22.2 Gantt plot of Goutham Goli’s experience


4.23 Greg Bontempo

Job title: Senior project manager
Associated: True
Socials: https://linkedin.com/in/gregorybontempo

4.23.1 Greg Bontempo’s working period at metrixlab

4.23.2 Gantt plot of Greg Bontempo’s experience


4.24 Hans Van Lochem

Job title: Director
Associated: True
Socials: https://linkedin.com/in/hans-van-lochem-3996b75

4.24.1 Hans Van Lochem’s working period at metrixlab

4.24.2 Gantt plot of Hans Van Lochem’s experience


4.25 Hans Verhulst

Job title: Global human resources director
Associated: True
Socials: https://linkedin.com/in/hansverhulstgfk | https://linkedin.com/in/hans-verhulst-4591b22 | https://twitter.com/hansverhulst

4.25.1 Hans Verhulst’s working period at metrixlab

4.25.2 Gantt plot of Hans Verhulst’s experience


4.26 Helene Pavlidis

Job title: Vice president
Associated: True
Socials: https://linkedin.com/in/helenepavlidis

4.26.1 Helene Pavlidis’s working period at metrixlab

4.26.2 Gantt plot of Helene Pavlidis’s experience


4.27 Jan Philippa

Job title: Relationship director
Associated: True
Socials: https://linkedin.com/in/jan-philippa-0061972

4.27.1 Jan Philippa’s working period at metrixlab

4.27.2 Gantt plot of Jan Philippa’s experience


4.28 Jasen Holness

Job title: Senior vice president - agency and media practice
Associated: True
Socials: https://linkedin.com/in/jasen-holness-47944a28

4.28.1 Jasen Holness’s working period at metrixlab

4.28.2 Gantt plot of Jasen Holness’s experience


4.29 Jason Walker

Job title: Team leader - product innovation
Associated: True
Socials: https://linkedin.com/in/jason-walker-bbb4225

4.29.1 Jason Walker’s working period at metrixlab

4.29.2 Gantt plot of Jason Walker’s experience


4.30 Jay Pluhar

Job title: Executive vice president - global knowledge innovation consulting
Associated: True
Socials: https://linkedin.com/in/jay-pluhar-403297

4.30.1 Jay Pluhar’s working period at metrixlab

4.30.2 Gantt plot of Jay Pluhar’s experience


4.31 Kathy Relias

Job title: Regional vice president
Associated: False
Socials: https://linkedin.com/in/kathleen-relias-9675913 | https://linkedin.com/in/kathy-relias-9675913

4.31.1 Kathy Relias’s working period at metrixlab

4.31.2 Gantt plot of Kathy Relias’s experience


4.32 Lauren Geissler

Job title: Senior research manager
Associated: True
Socials: https://linkedin.com/in/lauren-geissler-aa710428

4.32.1 Lauren Geissler’s working period at metrixlab

4.32.2 Gantt plot of Lauren Geissler’s experience


4.33 Leandro Papone

Job title: Business development manager ebusiness research
Associated: True
Socials: https://linkedin.com/in/leandro-papone-3802ab2

4.33.1 Leandro Papone’s working period at metrixlab

4.33.2 Gantt plot of Leandro Papone’s experience


4.34 Marco Pasqualina

Job title: Sales leader | managing director | data and insights | enterprise technology | channel sales
Associated: False
Socials: https://linkedin.com/in/marcopasqualina | https://linkedin.com/in/marco-pasqualina-654565

4.34.1 Marco Pasqualina’s working period at metrixlab

4.34.2 Gantt plot of Marco Pasqualina’s experience


4.35 Margriet Brand

Job title: Senior research manager and teamleader product innovation
Associated: True
Socials: https://linkedin.com/in/margriet-brand-73219a6

4.35.1 Margriet Brand’s working period at metrixlab

4.35.2 Gantt plot of Margriet Brand’s experience


4.36 Marieke Sijbertsma-Meerbeek

Job title: Research manager and team leader media and advertising
Associated: False
Socials: https://linkedin.com/in/marieke-sijbertsma-meerbeek-b467227

4.36.1 Marieke Sijbertsma-Meerbeek’s working period at metrixlab

4.36.2 Gantt plot of Marieke Sijbertsma-Meerbeek’s experience


4.37 Marko Kalis

Job title: Team leader product innovation
Associated: True
Socials: https://linkedin.com/in/markokalis | https://facebook.com/markokalis

4.37.1 Marko Kalis’s working period at metrixlab

4.37.2 Gantt plot of Marko Kalis’s experience


4.38 Marla Wert

Job title: Vice president, client director
Associated: False
Socials: https://linkedin.com/in/marlawert

4.38.1 Marla Wert’s working period at metrixlab

4.38.2 Gantt plot of Marla Wert’s experience


4.39 Martin Ash

Job title: Group lead, entertainment sector
Associated: True
Socials: https://linkedin.com/in/martin-ash-56621329 | https://twitter.com/dynamicmarty

4.39.1 Martin Ash’s working period at metrixlab

4.39.2 Gantt plot of Martin Ash’s experience


4.40 Maurits Moti

Job title: Client director
Associated: True
Socials: https://twitter.com/mauritsmoti | https://linkedin.com/in/maurits-moti-00442522 | https://linkedin.com/in/maurits-moti

4.40.1 Maurits Moti’s working period at metrixlab

4.40.2 Gantt plot of Maurits Moti’s experience


4.41 Michele Mcdonald

Job title: Group senior vice president
Associated: True
Socials: https://linkedin.com/in/michelemcdonald

4.41.1 Michele Mcdonald’s working period at metrixlab

4.41.2 Gantt plot of Michele Mcdonald’s experience


4.42 Michelle De Montigny

Job title: Evp, us and global commercial strategy
Associated: True
Socials: https://linkedin.com/in/michelle-de-montigny-91abb81 | https://facebook.com/michelle.demontigny

4.42.1 Michelle De Montigny’s working period at metrixlab

4.42.2 Gantt plot of Michelle De Montigny’s experience


4.43 Michelle O’Neill

Job title: Senior vice president, client strategy
Associated: False
Socials: https://linkedin.com/in/michelleoneill42

4.43.1 Michelle O’Neill’s working period at metrixlab

4.43.2 Gantt plot of Michelle O’Neill’s experience


4.44 Mike Nugent

Job title: Vice president, client director
Associated: True
Socials: https://linkedin.com/in/mike-nugent-815b3b3

4.44.1 Mike Nugent’s working period at metrixlab

4.44.2 Gantt plot of Mike Nugent’s experience


4.45 Mohammed Basha

Job title: Senior .human resources
Associated: True
Socials: https://linkedin.com/in/mohammed-khaleel-a3548420

4.45.1 Mohammed Basha’s working period at metrixlab

4.45.2 Gantt plot of Mohammed Basha’s experience


4.46 Monica Reed

Job title: Senior project manager and global sourcing
Associated: True
Socials: https://linkedin.com/in/reedmonica | https://linkedin.com/in/monica-reed-00788510

4.46.1 Monica Reed’s working period at metrixlab

4.46.2 Gantt plot of Monica Reed’s experience


4.47 Pieter Van Der Gouwe

Job title: Managing director at metrixlab
Associated: True
Socials: https://linkedin.com/in/ptvandergouwe | https://linkedin.com/in/pieter-van-der-gouwe-a2a2295

4.47.1 Pieter Van Der Gouwe’s working period at metrixlab

4.47.2 Gantt plot of Pieter Van Der Gouwe’s experience


4.48 Pim Van Leeuwen

Job title: Director of client strategy and growth
Associated: True
Socials: https://linkedin.com/in/pimleeuwen

4.48.1 Pim Van Leeuwen’s working period at metrixlab

4.48.2 Gantt plot of Pim Van Leeuwen’s experience


4.49 Robert Wilhelm

Job title: Board member and investor
Associated: False
Socials: https://linkedin.com/in/robert-wilhelm-b01107 | https://facebook.com/robert.wilhelm.nl | https://linkedin.com/in/robertwilhelm | https://twitter.com/rpwilhelm

4.49.1 Robert Wilhelm’s working period at metrixlab

4.49.2 Gantt plot of Robert Wilhelm’s experience


4.50 Samantha Muscia

Job title: Senior research manager and product innovation team leader
Associated: True
Socials: https://facebook.com/samantha.muscia | https://linkedin.com/in/samantha-muscia-82349a5b

4.50.1 Samantha Muscia’s working period at metrixlab

4.50.2 Gantt plot of Samantha Muscia’s experience


4.51 Samy Boudjedra

Job title: Senior vice president sales
Associated: True
Socials: https://linkedin.com/in/samy-boudjedra-2b791a4

4.51.1 Samy Boudjedra’s working period at metrixlab

4.51.2 Gantt plot of Samy Boudjedra’s experience


4.52 Sanne Handgraaf

Job title: Research manager product innovation
Associated: True
Socials: https://linkedin.com/in/shandgraaf

4.52.1 Sanne Handgraaf’s working period at metrixlab

4.52.2 Gantt plot of Sanne Handgraaf’s experience


4.53 Selin Varol

Job title: Senior research manager and social insights consultant
Associated: True
Socials: https://linkedin.com/in/svarol | https://linkedin.com/in/selin-varol-26379341

4.53.1 Selin Varol’s working period at metrixlab

4.53.2 Gantt plot of Selin Varol’s experience


4.54 Shireen Abad

Job title: Stagiair
Associated: True
Socials: https://linkedin.com/in/shireen-abad

4.54.1 Shireen Abad’s working period at metrixlab

4.54.2 Gantt plot of Shireen Abad’s experience


4.55 Thijs Elias

Job title: Director sales and marketing
Associated: True
Socials: https://linkedin.com/in/thijs-elias-6ab1b

4.55.1 Thijs Elias’s working period at metrixlab

4.55.2 Gantt plot of Thijs Elias’s experience


4.56 Thijs Elias

Job title: Chief executive officer at metrixlab and executive officer at macromill inc
Associated: True
Socials: https://linkedin.com/in/thijs-elias-440210

4.56.1 Thijs Elias’s working period at metrixlab

4.56.2 Gantt plot of Thijs Elias’s experience


4.57 Vinay Rao

Job title: Senior client director
Associated: True
Socials: https://linkedin.com/in/vinay-rao-19703811 | https://linkedin.com/in/vinayraometrixlab

4.57.1 Vinay Rao’s working period at metrixlab

4.57.2 Gantt plot of Vinay Rao’s experience


4.58 Vincent Blaney

Job title: Managing director - australia and new zealand
Associated: True
Socials: https://linkedin.com/in/vincent-blaney-59a42016 | https://linkedin.com/in/vincentblaney

4.58.1 Vincent Blaney’s working period at metrixlab

4.58.2 Gantt plot of Vincent Blaney’s experience


4.59 Vincent Borst

Job title: Client director
Associated: False
Socials: https://linkedin.com/in/vincent-borst-059844

4.59.1 Vincent Borst’s working period at metrixlab

4.59.2 Gantt plot of Vincent Borst’s experience


4.60 Walter Idema

Job title: Research manager npd and shopper research
Associated: True
Socials: https://linkedin.com/in/walter-idema-b2230b9

4.60.1 Walter Idema’s working period at metrixlab

4.60.2 Gantt plot of Walter Idema’s experience